{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "481c8b6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (3.5.3)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (0.11.0)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (4.38.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (1.4.5)\n",
      "Requirement already satisfied: numpy>=1.17 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (1.21.6)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (24.0)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (9.5.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (2.4.7)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: typing-extensions in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from kiwisolver>=1.0.1->matplotlib) (4.7.1)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\colorful\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d1513a62",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision.io  import decode_image\n",
    "import torchvision.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "import PIL.Image as Image\n",
    "from torchvision import datasets, models, transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1a280b6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = r\"C:\\Users\\caofei\\Pictures\\创建美化 Excel 函数.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63fc58d2",
   "metadata": {},
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "[Errno 2] No such file or directory: 'C:\\Users\\caofei\\Pictures\\创建美化 Excel 函数.png'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[5], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m image_tensor \u001b[38;5;241m=\u001b[39m \u001b[43mio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      2\u001b[0m img \u001b[38;5;241m=\u001b[39m decode_image(image_tensor)\n\u001b[0;32m      3\u001b[0m img\n",
      "File \u001b[1;32mc:\\Users\\COLORFUL\\python_virtualenv\\torch39\\Scripts\\torch11.3\\lib\\site-packages\\torchvision\\io\\image.py:47\u001b[0m, in \u001b[0;36mread_file\u001b[1;34m(path)\u001b[0m\n\u001b[0;32m     45\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mjit\u001b[38;5;241m.\u001b[39mis_scripting() \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mjit\u001b[38;5;241m.\u001b[39mis_tracing():\n\u001b[0;32m     46\u001b[0m     _log_api_usage_once(read_file)\n\u001b[1;32m---> 47\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m data\n",
      "File \u001b[1;32mc:\\Users\\COLORFUL\\python_virtualenv\\torch39\\Scripts\\torch11.3\\lib\\site-packages\\torch\\_ops.py:143\u001b[0m, in \u001b[0;36mOpOverloadPacket.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    138\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m    139\u001b[0m     \u001b[38;5;66;03m# overloading __call__ to ensure torch.ops.foo.bar()\u001b[39;00m\n\u001b[0;32m    140\u001b[0m     \u001b[38;5;66;03m# is still callable from JIT\u001b[39;00m\n\u001b[0;32m    141\u001b[0m     \u001b[38;5;66;03m# We save the function ptr as the `op` attribute on\u001b[39;00m\n\u001b[0;32m    142\u001b[0m     \u001b[38;5;66;03m# OpOverloadPacket to access it here.\u001b[39;00m\n\u001b[1;32m--> 143\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_op(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs \u001b[38;5;129;01mor\u001b[39;00m {})\n",
      "\u001b[1;31mRuntimeError\u001b[0m: [Errno 2] No such file or directory: 'C:\\Users\\caofei\\Pictures\\创建美化 Excel 函数.png'"
     ]
    }
   ],
   "source": [
    "image_tensor = io.read_file(path)\n",
    "img = decode_image(image_tensor)\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f6c3ac7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24ea4e13910>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img.permute(1,2,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "18f721e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5a77ac57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Conv2d(4, 5, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = nn.Conv2d(4,5,3,1,1,1)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "81d9af2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([5, 4, 3, 3])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.weight.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3ec6061d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([5])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.bias.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee8e0841",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "25fbb8ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 1328, 1328])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7a25c12a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([5, 1328, 1328])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nn.Conv2d(3,5,3,1,1,1)(img.float()).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1bd8732d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1328.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(1328-3+2)/1+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fab0c036",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision\n",
    "from torchvision import transforms\n",
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "901f9c6d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6e5c801c",
   "metadata": {},
   "outputs": [],
   "source": [
    "target_size = 224\n",
    "preprocess = transforms.Compose([\n",
    "    # transforms.ToPILImage(),  # 转换为PIL图像以便进行Resize\n",
    "    transforms.Resize(target_size, antialias=True),  # 仅调整大小，不裁剪\n",
    "    transforms.ToTensor(),  # 转换为张量 (C, H, W)\n",
    "    transforms.Normalize(\n",
    "        mean=[0.485, 0.456, 0.406],  # ImageNet的均值\n",
    "        std=[0.229, 0.224, 0.225]    # ImageNet的标准差\n",
    "        # 如果是你自己训练的模型，使用你训练时用的均值和标准差\n",
    "    )\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2a04d27a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'airplane': 0,\n",
       " 'automobile': 1,\n",
       " 'bird': 2,\n",
       " 'cat': 3,\n",
       " 'deer': 4,\n",
       " 'dog': 5,\n",
       " 'frog': 6,\n",
       " 'horse': 7,\n",
       " 'ship': 8,\n",
       " 'truck': 9}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_data.class_to_idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "b941fc4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airplane',\n",
       " 'automobile',\n",
       " 'bird',\n",
       " 'cat',\n",
       " 'deer',\n",
       " 'dog',\n",
       " 'frog',\n",
       " 'horse',\n",
       " 'ship',\n",
       " 'truck']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_data.classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be7d45c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "imagenet_data = torchvision.datasets.CIFAR10(root='./data', train=True, download=True, transform=preprocess)\n",
    "# imagenet_data = torchvision.datasets.CIFAR10(root='./data', train=True, download=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6929e246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset CIFAR10\n",
       "    Number of datapoints: 50000\n",
       "    Root location: ./data\n",
       "    Split: Train"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "519e5c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 224, 224])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(imagenet_data))[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "5d0fa0dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21a47a1a790>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d1 = next(iter(imagenet_data))[0]\n",
    "d2 = next(iter(imagenet_data))[1]\n",
    "print(d2)\n",
    "plt.imshow(d1.permute(1,2,0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7f8aea7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision.models import resnet50, ResNet50_Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c4f763f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "weights = ResNet50_Weights.DEFAULT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "3e3c1df6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'macaque'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = resnet50(weights=ResNet50_Weights.IMAGENET1K_V1)\n",
    "model.eval()\n",
    "class_id = model(next(iter(imagenet_data))[0].unsqueeze(0)).argmax(dim=1)\n",
    "weights.meta[\"categories\"][class_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17629a0d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fe971413",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loader = torch.utils.data.DataLoader(imagenet_data,\n",
    "                                          batch_size=4,\n",
    "                                          shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "80911e82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch.utils.data.dataloader.DataLoader at 0x21a44ff3d90>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4dac0f4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([4, 3, 32, 32])\n",
      "torch.Size([4])\n"
     ]
    }
   ],
   "source": [
    "for _ in data_loader:\n",
    "    print(_[0].shape)\n",
    "    print(_[1].shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "61256362",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[0.0392, 0.0392, 0.0431,  ..., 0.1176, 0.0863, 0.0824],\n",
       "          [0.0392, 0.0510, 0.0549,  ..., 0.1216, 0.0784, 0.0667],\n",
       "          [0.0314, 0.0431, 0.0431,  ..., 0.1647, 0.1098, 0.0784],\n",
       "          ...,\n",
       "          [0.1529, 0.1765, 0.2118,  ..., 0.3569, 0.4235, 0.4196],\n",
       "          [0.1569, 0.1725, 0.2078,  ..., 0.4941, 0.5098, 0.5608],\n",
       "          [0.1529, 0.1686, 0.2039,  ..., 0.5451, 0.5490, 0.5961]],\n",
       "\n",
       "         [[0.0549, 0.0510, 0.0549,  ..., 0.2824, 0.1922, 0.1647],\n",
       "          [0.0549, 0.0549, 0.0510,  ..., 0.2902, 0.1804, 0.1451],\n",
       "          [0.0549, 0.0588, 0.0549,  ..., 0.3333, 0.2196, 0.1569],\n",
       "          ...,\n",
       "          [0.2706, 0.3059, 0.3373,  ..., 0.4863, 0.4980, 0.4824],\n",
       "          [0.2824, 0.3059, 0.3333,  ..., 0.5451, 0.5451, 0.5725],\n",
       "          [0.2980, 0.3098, 0.3294,  ..., 0.5804, 0.5725, 0.5843]],\n",
       "\n",
       "         [[0.0510, 0.0510, 0.0510,  ..., 0.1216, 0.0863, 0.1020],\n",
       "          [0.0510, 0.0588, 0.0588,  ..., 0.1216, 0.0941, 0.0980],\n",
       "          [0.0588, 0.0667, 0.0667,  ..., 0.1451, 0.1216, 0.1098],\n",
       "          ...,\n",
       "          [0.4078, 0.4588, 0.5098,  ..., 0.3922, 0.3412, 0.2510],\n",
       "          [0.4196, 0.4549, 0.4980,  ..., 0.3294, 0.3294, 0.2588],\n",
       "          [0.4431, 0.4627, 0.4902,  ..., 0.3020, 0.2941, 0.2275]]],\n",
       "\n",
       "\n",
       "        [[[0.6706, 0.6706, 0.6745,  ..., 0.6980, 0.7059, 0.7098],\n",
       "          [0.6745, 0.6706, 0.6745,  ..., 0.7059, 0.7020, 0.6980],\n",
       "          [0.6667, 0.6627, 0.6627,  ..., 0.6863, 0.6863, 0.6784],\n",
       "          ...,\n",
       "          [0.5804, 0.7333, 0.7490,  ..., 0.5529, 0.5529, 0.5451],\n",
       "          [0.5647, 0.6353, 0.6471,  ..., 0.5569, 0.5529, 0.5451],\n",
       "          [0.5412, 0.5373, 0.5059,  ..., 0.5490, 0.5451, 0.5373]],\n",
       "\n",
       "         [[0.7176, 0.7137, 0.7176,  ..., 0.7647, 0.7608, 0.7569],\n",
       "          [0.7216, 0.7176, 0.7216,  ..., 0.7804, 0.7725, 0.7686],\n",
       "          [0.7137, 0.7059, 0.7098,  ..., 0.7569, 0.7608, 0.7608],\n",
       "          ...,\n",
       "          [0.5843, 0.7137, 0.7098,  ..., 0.5529, 0.5608, 0.5686],\n",
       "          [0.5647, 0.6353, 0.6431,  ..., 0.5569, 0.5608, 0.5686],\n",
       "          [0.5412, 0.5373, 0.5098,  ..., 0.5490, 0.5529, 0.5569]],\n",
       "\n",
       "         [[0.7843, 0.7804, 0.7843,  ..., 0.7725, 0.7843, 0.7961],\n",
       "          [0.7843, 0.7804, 0.7843,  ..., 0.7843, 0.7922, 0.8000],\n",
       "          [0.7686, 0.7608, 0.7647,  ..., 0.7608, 0.7804, 0.7882],\n",
       "          ...,\n",
       "          [0.6039, 0.7137, 0.6980,  ..., 0.5451, 0.5647, 0.5804],\n",
       "          [0.5725, 0.6314, 0.6275,  ..., 0.5529, 0.5725, 0.5882],\n",
       "          [0.5490, 0.5333, 0.4941,  ..., 0.5490, 0.5647, 0.5765]]],\n",
       "\n",
       "\n",
       "        [[[0.7804, 0.7725, 0.7765,  ..., 0.6588, 0.6353, 0.6627],\n",
       "          [0.7373, 0.7294, 0.7294,  ..., 0.6745, 0.6745, 0.7059],\n",
       "          [0.8078, 0.8000, 0.8118,  ..., 0.6627, 0.6745, 0.7373],\n",
       "          ...,\n",
       "          [0.8353, 0.8078, 0.7922,  ..., 0.3412, 0.2784, 0.2431],\n",
       "          [0.8392, 0.8000, 0.7882,  ..., 0.6039, 0.6235, 0.6314],\n",
       "          [0.8706, 0.8431, 0.8353,  ..., 0.7412, 0.7922, 0.8235]],\n",
       "\n",
       "         [[0.7843, 0.7725, 0.7765,  ..., 0.7412, 0.7294, 0.7608],\n",
       "          [0.7333, 0.7255, 0.7255,  ..., 0.7569, 0.7490, 0.7843],\n",
       "          [0.8000, 0.7882, 0.8000,  ..., 0.7490, 0.7608, 0.8235],\n",
       "          ...,\n",
       "          [0.8039, 0.7765, 0.7608,  ..., 0.3059, 0.2549, 0.2196],\n",
       "          [0.8078, 0.7686, 0.7529,  ..., 0.5451, 0.5686, 0.5725],\n",
       "          [0.8392, 0.8118, 0.8039,  ..., 0.6667, 0.7176, 0.7490]],\n",
       "\n",
       "         [[0.7686, 0.7608, 0.7647,  ..., 0.7333, 0.7294, 0.7451],\n",
       "          [0.7137, 0.7059, 0.7059,  ..., 0.7412, 0.7216, 0.7412],\n",
       "          [0.7686, 0.7608, 0.7725,  ..., 0.7843, 0.8039, 0.8549],\n",
       "          ...,\n",
       "          [0.7608, 0.7333, 0.7176,  ..., 0.2706, 0.2196, 0.1843],\n",
       "          [0.7647, 0.7255, 0.7098,  ..., 0.5059, 0.5294, 0.5333],\n",
       "          [0.7961, 0.7725, 0.7608,  ..., 0.6157, 0.6627, 0.6941]]],\n",
       "\n",
       "\n",
       "        [[[0.2157, 0.2118, 0.2196,  ..., 0.4314, 0.5451, 0.6980],\n",
       "          [0.2157, 0.2235, 0.2196,  ..., 0.3804, 0.4745, 0.6118],\n",
       "          [0.2235, 0.2275, 0.2275,  ..., 0.2627, 0.3529, 0.5294],\n",
       "          ...,\n",
       "          [0.2510, 0.2941, 0.2078,  ..., 0.2039, 0.2000, 0.2078],\n",
       "          [0.2392, 0.2980, 0.2275,  ..., 0.2039, 0.2078, 0.2157],\n",
       "          [0.2118, 0.2235, 0.2314,  ..., 0.2078, 0.2039, 0.2078]],\n",
       "\n",
       "         [[0.2235, 0.2196, 0.2275,  ..., 0.3137, 0.3569, 0.4118],\n",
       "          [0.2235, 0.2314, 0.2275,  ..., 0.3137, 0.3412, 0.3725],\n",
       "          [0.2314, 0.2353, 0.2353,  ..., 0.2510, 0.2824, 0.3137],\n",
       "          ...,\n",
       "          [0.2392, 0.2784, 0.2196,  ..., 0.2039, 0.2000, 0.2078],\n",
       "          [0.2431, 0.2902, 0.2392,  ..., 0.2039, 0.2078, 0.2157],\n",
       "          [0.2314, 0.2314, 0.2392,  ..., 0.2078, 0.2039, 0.2078]],\n",
       "\n",
       "         [[0.2196, 0.2157, 0.2235,  ..., 0.2588, 0.2706, 0.3098],\n",
       "          [0.2196, 0.2275, 0.2235,  ..., 0.2784, 0.2745, 0.2824],\n",
       "          [0.2275, 0.2314, 0.2314,  ..., 0.2392, 0.2510, 0.2706],\n",
       "          ...,\n",
       "          [0.2235, 0.2471, 0.2275,  ..., 0.2039, 0.2000, 0.2078],\n",
       "          [0.2275, 0.2510, 0.2353,  ..., 0.2039, 0.2078, 0.2157],\n",
       "          [0.2235, 0.2196, 0.2275,  ..., 0.2078, 0.2039, 0.2078]]]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee9df57d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "267c5f03",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0b92f2ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision.models import resnet50, ResNet50_Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "308a5b96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ResNet50_Weights.IMAGENET1K_V2"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights = ResNet50_Weights.DEFAULT\n",
    "weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "183dedb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ImageClassification(\n",
       "    crop_size=[224]\n",
       "    resize_size=[232]\n",
       "    mean=[0.485, 0.456, 0.406]\n",
       "    std=[0.229, 0.224, 0.225]\n",
       "    interpolation=InterpolationMode.BILINEAR\n",
       ")"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights.transforms()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2d87be0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision.io as io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1fe9588b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([255, 216, 255,  ...,  50, 255, 217], dtype=torch.uint8)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = r\"C:\\Users\\COLORFUL\\Pictures\\rose1.jpg\"\n",
    "io.read_file(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5a84bff",
   "metadata": {},
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "image::decode_image() Expected a value of type 'Tensor' for argument '_0' but instead found type 'str'.\nPosition: 0\nValue: 'C:\\\\Users\\\\COLORFUL\\\\Pictures\\\\rose1.jpg'\nDeclaration: image::decode_image(Tensor _0, int _1) -> (Tensor _0)\nCast error details: Unable to cast C:\\Users\\COLORFUL\\Pictures\\rose1.jpg to Tensor",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[6], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mC:\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mUsers\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mCOLORFUL\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mPictures\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mrose1.jpg\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m----> 2\u001b[0m img_tensor \u001b[38;5;241m=\u001b[39m \u001b[43mdecode_image\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m      3\u001b[0m img_tensor\n",
      "File \u001b[1;32mc:\\Users\\COLORFUL\\python_virtualenv\\torch39\\Scripts\\torch11.3\\lib\\site-packages\\torchvision\\io\\image.py:229\u001b[0m, in \u001b[0;36mdecode_image\u001b[1;34m(input, mode)\u001b[0m\n\u001b[0;32m    227\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mjit\u001b[38;5;241m.\u001b[39mis_scripting() \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mjit\u001b[38;5;241m.\u001b[39mis_tracing():\n\u001b[0;32m    228\u001b[0m     _log_api_usage_once(decode_image)\n\u001b[1;32m--> 229\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode_image\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    230\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n",
      "File \u001b[1;32mc:\\Users\\COLORFUL\\python_virtualenv\\torch39\\Scripts\\torch11.3\\lib\\site-packages\\torch\\_ops.py:143\u001b[0m, in \u001b[0;36mOpOverloadPacket.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    138\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m    139\u001b[0m     \u001b[38;5;66;03m# overloading __call__ to ensure torch.ops.foo.bar()\u001b[39;00m\n\u001b[0;32m    140\u001b[0m     \u001b[38;5;66;03m# is still callable from JIT\u001b[39;00m\n\u001b[0;32m    141\u001b[0m     \u001b[38;5;66;03m# We save the function ptr as the `op` attribute on\u001b[39;00m\n\u001b[0;32m    142\u001b[0m     \u001b[38;5;66;03m# OpOverloadPacket to access it here.\u001b[39;00m\n\u001b[1;32m--> 143\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_op(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs \u001b[38;5;129;01mor\u001b[39;00m {})\n",
      "\u001b[1;31mRuntimeError\u001b[0m: image::decode_image() Expected a value of type 'Tensor' for argument '_0' but instead found type 'str'.\nPosition: 0\nValue: 'C:\\\\Users\\\\COLORFUL\\\\Pictures\\\\rose1.jpg'\nDeclaration: image::decode_image(Tensor _0, int _1) -> (Tensor _0)\nCast error details: Unable to cast C:\\Users\\COLORFUL\\Pictures\\rose1.jpg to Tensor"
     ]
    }
   ],
   "source": [
    "\n",
    "img_tensor = decode_image(path)\n",
    "img_tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "87d4182b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 224, 224])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights.transforms()(img_tensor).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "28a05bcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision import transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fa10ccbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 224, 224])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transforms.Resize((224,224))(img_tensor).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9c7c60ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 180, 229])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_tensor.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "addd0581",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 180, 229])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_tensor.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "27813f7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "60329627",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'img_tensor' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m plt\u001b[38;5;241m.\u001b[39mimshow(\u001b[43mimg_tensor\u001b[49m\u001b[38;5;241m.\u001b[39mpermute(\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m2\u001b[39m,\u001b[38;5;241m0\u001b[39m))\n",
      "\u001b[1;31mNameError\u001b[0m: name 'img_tensor' is not defined"
     ]
    }
   ],
   "source": [
    "plt.imshow(img_tensor.permute(1,2,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7ddcf870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 1, 2, 3])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "torch.randn(1,2,3).unsqueeze(0).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd3c08b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch11.3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
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 },
 "nbformat": 4,
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